This study explores how L2 writers engage with AI-mediated support during academic writing revision. Drawing on drafts, revision histories, system logs, questionnaires, and interviews, it shows how an AI-supported Dynamic Assessment platform makes writers’ engagement visible, revealing shifts in revision behavior, meaningful feedback uptake, and developing independence in mediated revision.